{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "import seaborn as sns\n",
    "sns.set(style=\"whitegrid\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "DATA_FOLDER = 'run/datasets/pronto/'\n",
    "RAW_DATA_FOLDER = 'run/datasets/pronto/raw/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Aligning the varible with proper labels and cnveritng to float\n",
    "def prepare_df(df):\n",
    "    columns = df.iloc[0]\n",
    "    columns[0] = 'TIMESTAMP'\n",
    "    df = df.drop([0,1],axis=0)\n",
    "    df.columns = columns\n",
    "    for i in df.columns[1:]:\n",
    "        df[i] = df[i].astype('float')\n",
    "    df.index = pd.to_datetime(df['TIMESTAMP'])\n",
    "    df = df.drop(['TIMESTAMP'],axis=1)\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_t2 = pd.read_csv(f\"{RAW_DATA_FOLDER}/merged/Testday2_merged.csv\")\n",
    "df_t3 = pd.read_csv(f\"{RAW_DATA_FOLDER}/merged/Testday3_merged.csv\")\n",
    "df_t4 = pd.read_csv(f\"{RAW_DATA_FOLDER}/merged/Testday4_merged.csv\")\n",
    "\n",
    "df_t2['day'] = 2\n",
    "df_t3['day'] = 3\n",
    "df_t4['day'] = 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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7QJKbaFmHpqi6NpW/LRDwBtQK7B4cMNOBCAAU9+BWd7hulDiZ2lfiDCZxAhNJwIRiQCQBE4nBhBJAJAYTSQCh6T8TFb8uLH4stEqzWgZ2TtdXvIIAtMV/MABQAXkqiEPHQ5KTWNymAjBz2xY/R8nn5jzceyCwygvobpyGh9B0UMqEYhhcvWB0bWz13/QYYjtTcGkB5KmBEgGymUOL7nAt8drdG1cgVCvglBAFSX6Kab0QQNusA9QB/WB09wY0AERlfX+4QxLyNFyv7oEm8TI0iZcBAEWBA6Bp3d2UxaCDJOsOHNKvQ5ITD13TYDhk3DS9VJBpahfGLEPADDrTwbC68AHrtdB5tUZa465I48ULXhB3nwzXa3sh0BSCiR1hdHSDvnEb6Bv7Q+fVmt+WA4LgkH4dTkn/QVSUC2V0BIqi/4W+sR9g1EOkkkGgVkBQxieCCUXQN2oFrW8wdE3bgUlcIFArIFZkQliYA6OzFHqvNmCObqYFgkZCnJ8CSU4iBFolIBCCCUWmfVcoAhMIITDoINQWmb43tSrkNu2KTI0jIG1n+gsEoNdApMiCWJ4JUWE2Chv7IfsB8VNVa9KkSam9yw8ilUqhUChs0mUyGTw8POwsUTofHx90794dN27cqNBylY6AMjIyMGfOHPTu3RtTpkypbDEV9qCGNvd8BwcH231do9EgPT0djo6OcHKyTEvDGINGV/HeTMYYNBotHB0dKn0a2VEiqvSy0dHRSE9PxzvvvIPBgwfD09MThw8fxogRIwBYpl5xcHDgbe8ff/yBrl27YsmSJdDr9XBycuKCYXM+83yH33//PYYMGYKVK1ciJiYGa9euhb+/PyZPnlypOleWqa1Ndxisr9OcicVitG7dukJzTVYHlUqFpKQk+Pn58XqOHlZWvgqA6bRnUFB7ODmYep6ZXgf58d+gunkCAODUrjekj78OocR26iimN40fNeTdhz4/3XQa1Wg0nUoWSSAQiU2PxebHpoDI+j8/rwQQi23ymvPAoEPB/jUwalUQOrtD6ORm+u/sxj0WWKc7uUEglpS7Tazb2qlbH9NFWWL73yeMMRhkWYBBb/qRFKA40BMUx1TFQZ9AyAvGBObgyzpAK34ssJdu/ZqdOoAZi08PGwCjHsxosDxn5vTiNKPeKq/Bktf6v8FShvVrArGDpW2t2l3g6AqBsGIBbnXt0xVn/7epsqKvXeCC58aTFsDBt+qG6LGgdsi6fYx3oOYRtd6SQSSGc4cBcO3xJMSeTbnkcrd1cDC0QZ2Qt3MpYNBB6OoJ/6HPmnrwOV0AjDftEwIhiv7bA11WEpza9oBjYHcIJI6moFmn4f0ZdRpAb3nMe12vgUAghGuPJyG0OxwrGCxsRPl/Zzp1AWOTob13HUXREdDeu8Y70DW1lQQiaZMSf97cf6Gr1O4Y6wfr/Ajt1xX3oE7OstgbpaBQKJCdnY2AgICHrVq5VCp4lsvleOONN+Dp6YnVq1dDWPxFZo74FQoFvL29efmtX5dKpcjIsJ2qpjJHDfaUdhMUoVAIoVAIkUjE3YjCPH1WbFJplzdUr2A/L/xvRv9KBYQHDhyAo6MjnnjiCTg5OWHEiBHYs2cP1Go1XF1duffFvM1mnp6eWLt2LW+dQqEQAoGAy2detmvXrty8iQMGDMCFCxdw+PBhvPDCC5Xe5sowD9WwrmN9IhKJIBQK4ezszDvQqU3Ozs5VekMhZ7XlsYuzM5wcxdDLc5H511fQpN8BBEJ4DX4BHn3GPeDz4AJIPYHWFbu442G4Tfm82tdR7rZ29S87DylVVe/Ttc1odemts6s7HKt420Qu7tCXOMshkDhCGjocHr3HQiwt/U695Wlrl7Zd4frmShSc+QduXQbBWer5wPyug58rd91rmmuHPmjUoQ+0WclQ3bsGkYsHxJ4+EHt4F1+nUQVnNEpR3/brsoSHh+PHH3/kjX2OiIiAUCjkXUtXHpmZmbh06RLGjRtXoeUqHDyr1WpMmzYNCoUC27dv5w2/MEf8CQkJvOg/ISEBEomEG4wdEBCAs2dNc71a/0gmJiaiXbt2Fa1Sg6TX6xEREYGBAwdy78GYMWOwfft2HD58GE899VSpy4aHh5c7WDfPhmIWGBiIc+fOVbrehJjpZdlI+3U+DEUFEDq5wefpOXAJCKntahFSZ1gNWrC5kK+6+Ix9F67te1dZeRKvZvAe/U6VlVfbHHxaw8GndW1Xo16bPHkyNm/ejOnTp2PatGnIzMzE8uXLMXnyZDRtajkLMnXqVKSnp+PwYdM0ifv27cPx48cxcOBA+Pj4ICUlBevWrYNIJMIrr7xSoTpU6NOm1+sxe/ZsJCQkYOvWrbxKAkCrVq3g5+eHiIgIDBtmmUrmwIED6Nu3LzeMIDw8HN9//z3Onj2Lfv36ATAFzjdv3sTrr79eoQ14WAKBAP+b0R+aSsw7azAaoFZr4OTkCFElrzh3dKjcsI2oqCjk5eVh8ODBXM9+u3bt4O3tjX379j0weG7cuPTegpJKjk2XSCTQamvuynRSfxXeOAVDUQEkXs3hO/ljSBr51naVCKlTaiN4Frk3qpH1EFIaDw8PbNq0CZ9//jmmT58OV1dXTJgwAXPmzOHlM08QYdayZUtkZWXhyy+/hEKhgLu7O/r06YNZs2ZVaKYNoILB8+LFi3H8+HHMnz8fhYWFvBufdOjQAQ4ODpg5cybmzp2L1q1bo3fv3jhw4ACuXr2KLVu2cHlDQ0PRv39/fPTRR/jggw/g6OiIlStXIigoCI8//niFNqAqCAQCODlW/IvHYBAARj2cHMQ1PpRg7969AIAPP/wQH374Ie+1/Px85Obm2lsMAN0amTwadAWmO4q6dgijwJmQSjDWRvBcjmkbCalugYGB2Lhx4wPzbN68mfc8JCTEJq2yKvRpM9+5Zdky26lMjh49ipYtW2L06NFQqVRYv3491q1bB39/f6xZswahoaG8/N9++y2WLl2KRYsWQa/Xo3///liwYEGtzeJQl6hUKhw9ehTDhg2zuVgzJycH7733Hg4cOEBDYMgjTV8cPEs8fcrISQgpk7CGguc6eFMNQqpahT5tx44dK1e+iRMnYuLEiQ/M4+7uji+//BJffvllRapAYDpQUSqVeOmll9C7t+3Ys59//hn79u3De++9Vwu1I6R8dMXztFpfqU8IKT/rKdBqqudZUIkbgRBS31Tf5Z+k2uzbtw/Nmze3GzgDwFNPPYXLly8jOTnZ7uuE1DYjM0JffHc9sad3GbkJIfYIayN4pmF/hDz8HQZJzfvxxx8f+PrUqVMxdepUALA5A2C+lXdJM2fOxMyZlrubtWzZ0m7ejz/+GB9//HFFq0wIj7EwHzDqAaEIYvfyX8BKCLEQwXLTmpoKngkh1PNMCKkFevOQDWkT0+2YCSEVxrtzHX2OCKkxFDwTQmqcQZ4NABDTxYKEVJpQYDVsoxqGU9AQDULso/M8hJAaZ5CZgmeJBwXPhFSW9bCN6l+ZGE2Gv1pz6yPkEUbBMyGkxhlkpmnqqOeZkMqzvmCwuvnP2wKBSFJj6yPkUUbDNgghNU5PwTMhD00oqLmeZwqcCbGg4JkQUuPMY57pBimEVF5N9jwTQiwoeCaE1CghjDAqTLePF9OYZ0IqjYJnQmoHBc+EkBrlIVQCjAFCMURunrVdHULqLGE1XzDoHjIMAODUKrha10NIXUMXDBJCagRjpl4yV4EGACBycYdAQMfvhFSWSFC9Pc8evcfAsVkgHJu1rdb1EFLX0C9XHbRz504EBQUhKSmJl75582YEBQVh1apVvPSCggK0b98e69evL1f5crkcq1evxt27d6uqygCA1NRUBAUFISIiosrK3Lp1K8aPH1+uvEFBQdiwYUOF11Ge5WJjY7F69WqoVCpe+p49ezBy5EgYDIYKr7e+MgfPQmf3Wq4JIXVbdU9VJxCK4OzXGUJH52pdDyF1DQXPdVC3bt0AADExMbz06OhoODs726THxMSAMYbu3buXq3y5XI41a9ZUefBc1VQqFX744Qe8+eab5cq/fft2jBkzplrqEhsbizVr1tgEz08++SS0Wi127dpVLeuti1yExT3PFDwT8lBozDMhtYOC5zooICAAXl5eiI6O5qVHR0fj6aefxuXLl3k9ndHR0XB0dESnTp1quqoATKfrtVptlZd74MAB6HQ6DB069IH51Go1ACAkJAQ+PjV7gZpIJMLTTz+NzZs31+h6H2XWwzYIIZUnrOZhG4QQ+yh4rqO6devGC57T09ORkZGBKVOmQKvVIi4ujnstOjoanTp1goODA+Lj4zFnzhwMHDgQXbt2xahRo/DLL7/AaDSd/ktNTeWC0XfffRdBQUEICgpCamoqAECr1eKbb77B4MGD0alTJ4wcORJ79+7l1W3+/PkYPXo0Tp48ibFjx6Jz5844duyY3e146aWXMG3aNERERGDEiBEIDQ3FlClTkJycXGYb7Nq1C0OHDoVYbBm6//fffyMoKAgxMTF45ZVXEBISguXLlwOwHX7BGMOaNWsQFhaG0NBQzJo1C2fOnEFQUBDOnz/PW5fRaMTq1avRr18/9O7dGx9++CGUSiW3zg8//BAA0LdvXwQFBWHIkCHcsiNHjkRsbCxu3bpV5jY1BDRsgxBCSF1GFwzWUd26dcPRo0chk8ng4eGB6OhoNGvWDP7+/ggKCkJ0dDQ6dOgAnU6Ha9euYerUqQCArKws+Pv7Y8yYMXB1deXG6iqVSsyYMQM+Pj5Ys2YNZsyYgffeew+9e/cGAK7H9t1330V0dDSmT5+OwMBAnDx5EvPmzYNUKsXAgQO5+mVlZWHJkiV4++230axZMzRv3rzUbYmNjUVeXh7mzp0Lg8GAZcuWYd68edi+fXupy6jVasTExGDcuHF2X3///fcxadIkTJs2Dc7O9sfrbd68GWvWrMHrr7+OPn364Ny5c1iwYIHdvFu3bkX37t2xbNkyJCUlYfny5WjcuDHmzp2LQYMG4e2338YPP/yAn3/+Ge7u7nBwcOCWDQwMhIeHB6KiotC+fftSt6mhcKVhG4QQQuowCp5h6oFkOk2FlzMaDGA6DYxCQCASVWrdAokjBAJBhZfr3r07GGO4fPkyBg4ciJiYGISGhgIwBdYxMTF48cUXcfPmTWg0Gm68c9++fdG3b18A4MZBq9VqbNmyBTNmzICDgwOCg03TErVp0wYhISHcOs+dO4djx45hw4YN6N+/PwAgLCwM2dnZWL16NS94lslkWL9+Pbp27cqlmXuvS1IoFNi1axe8vLwAAEqlEh9++CEyMjLg6+trd5nY2FjodDoEBQXZfX3y5MkPHAttMBiwbt06PPPMM5g7dy4AoH///sjPz8fOnTtt8nt7e2PFihUAgPDwcNy8eRP//vsv5s6dCy8vL7Ru3RoA0LFjR247rAUFBeHKlSul1qchoZ5nQgghdVmDD54ZY0j/7WNoUuPKzlwNHFu2R/MpSyocQHfs2BFOTk6Ijo7GwIEDufHOgGlsrznQi46OhkAg4AJrjUaDn376CXv37sX9+/eh0+m4MouKiuDq6lrqOqOiouDp6Yk+ffpAr9dz6f369cOnn34Kg8EAUfFBhKenJy9wfpD27dvzAs62bU3TIj0oeM7ONt2hzl6gCgCDBg164DozMjKQnZ3NG14BAEOHDrUbPPfr14/3PDAwEPv373/gOqw1atSIq3NDx415dnar5ZoQQgghFdfgg2eTivf81jaJRILOnTsjOjoaRUVFiIuL4wLk0NBQbgx0dHQ02rZtCw8PDwDAV199hR07dmD69Ono1KkT3N3dcfToUfzwww/QaDQPDJ7z8/NRUFCAjh072n09OzubC3abNGlS7m2RSqU22waYAv3SmF+zHh5hraz1lxZ8N27cuNx1rMhFkBKJ5IHb05CYh21QzzMhhJDKiI+Px5IlSxATEwNXV1eMGzcOs2fPLjUmsGfjxo1YunQpBg0ahJ9++qlC62/wwbNAIEDzKUsqNWzDYDBAo9HA0dGR63Gt8PorOWwDMA3d2LRpEy5dusQbbtGiRQt4e3sjOjoaMTExvN7ViIgITJo0iTek4eTJk+Van4eHB7y8vLBu3Tq7r1sHopXdpvIyHwzI5XJ4e3tXeHnzMnl5ebz03Nzch6+cHQqFAp6entVSdl3jws22IS0jJyGEEMInk8kwdepU+Pn5YfXq1cjMzMSyZcugVquxaNGicpWRnZ2NtWvXltphVpYGHzwDpkBP4OBU4eWYwQCBERA6OEFYyeD5YXTr1g0//vgjtm7dis6dO/NmnejWrRt2796N7Oxsbl5owNRja+7ZBUwHACWHH5TW89uvXz/8/PPPkEgktX7hm7+/PwDTOOrAwMAKL+/r6wtvb28cPXoUw4YN49KPHDlSqfqY26y03ui0tDT06dOnUmXXN84CUxsJnUo/y0EIIYTYs23bNhQVFWHNmjVcp5TBYMDixYsxbdo0NG3atMwyvvrqKwwZMgTp6emVqgNNVVeHhYaGQigU4uTJk9yQDbOQkBCuR9n65ij9+vXDjh078M8//+DEiRN4++23bQI+b29vSKVS7N+/H5cuXcK1a9eg1WoRFhaGwYMH4/XXX8fGjRtx9uxZHDt2DOvWrcPHH39c/RtspVWrVvD29saNGzcqtbxIJMKbb76Jf/75BytWrMDp06exYsUKnD17FgAgFFbso2EO4Ldu3YorV67wpgpUKpVISEgo901q6juJwDQHuUBS/tNrhBBCCABERkaib9++vLO5I0eOhNFoRFRUVJnLX7x4EUeOHMH7779f6TpQz3MdJpVK0bZtW9y+fdsmeA4NDQVjDD4+PmjVqhWXvnDhQnzyySf4/PPP4ezsjKeffhrDhw/nTdEmFAqxdOlSfPPNN3j55Zeh1Wpx9OhRtGzZEqtWrcK6devwxx9/IC0tDe7u7njsscfwzDPP1Nh2mz3xxBOIjIzEO++8U6nlX3rpJcjlcvz+++/YvHkz+vbti3nz5mHOnDlwd6/YeNwOHTpg5syZ2LFjB37++Wc0a9aMm9v69OnTcHJyQnh4eKXqWb8wiItvKSwQScrISwgpD7pVCqmLcnJyHniTs6NHj9pNT0hIwPjx43lpUqkU3t7eSEhIeOA6DQYDPv/8c7z11lsPddM0Cp7ruJI3KDELDQ3l9X6aNWnSBGvXrrVJnzhxIu/5sGHDeMMZzBwcHDBjxgzMmDGj1DotW7bMbnrLli1t6mTvznvBwcF2617ShAkTsHXrVqSlpaFFixYAgGeeeabUQL5kmQKBwGZbvv32Wzg5OcHPz6/U5QDg5Zdfxssvv8xLK61d9u3bhyeeeAJubjS7hBCMuyuaQEw9z4Q8jB8UQzHB5T9EuY3Ae7VdGUJqiFwut7mIHzBdCyWTyR647O+//w6VSmXz+11RFDyTOqt9+/YYMmQIfvvtN+4OfxURHx+PPXv2IDQ0FBKJBP/99x82bNiA5557Dk5OFR8Db09KSgpOnjxZ6kFOQ8IYIIHltvECEX39EPIwbulaYInsaQR5NqrtqhBSYU2aNCm1d7k65ObmYtWqVfjf//5XoVk57KFfL1KnzZs3r9IfPicnJ8TExOCPP/5AUVERmjZtitdeew0zZ86ssvplZmbis88+426i0tCJBVbBs5iGbRBCCKkYqVQKhUJhk26+43JpvvvuOwQFBaFHjx6Qy+UAAL1eD71eD7lcDhcXF97ECw9CwTOp0/z8/PDaa69VatkWLVrgt99+q+Ia8fXo0QM9evSo1nXUFQwMYnPPs1AMgYCuVyaEEFIxAQEBNmObFQoFsrOzERAQUOpyiYmJuHDhAnr27GnzWs+ePbF+/fpyX5tEwTMhpMaIBaaLBUFDNgghhFRCeHg4fvzxR97Y54iICAiFQoSFhZW63EcffcT1OJt9+eWXcHJywnvvvYegoKBy14F+wQghNYNZTVNHFwsSQgiphMmTJ2Pz5s2YPn06pk2bhszMTCxfvhyTJ0/mzfE8depUpKen4/DhwwDA3UjOmlQqhYuLC3r37l2hOjTI86aM0cQ+5NHSUPZJbtgG9TwTQgipBA8PD2zatAkikQjTp0/HihUrMGHCBMyfP5+Xz2g0wmAwlFLKw2lQv2Dmu8AplUo4OzvXcm0IsVAqlQDAu/tjfcNguWCQ5ngmhBBSWYGBgdi4ceMD89ibCrcyeexpUMGzSCSCp6cnsrKyAAAuLi4QCASVLs9gMHC3sBbVwu25G5L62taMMSiVSmRlZcHT07NebVtJjDHLVHUUPBNCCKmjGlTwDAC+vr4AwAXQD8NoNEKv10MsFlf4ds6kYup7W3t6enL7Zn0moZ5nQgghdVyDC54FAgGaNWsGHx8f6HS6hypLpVIhISEBrVu3pmEg1aw+t7VEIqnXPc5mjIG7NTdojmdCqk7DuGSCkEdGgwuezUQi0UMHLEajKRBwdHSssjvSEfuoresH7iYpwgb71UMIIaSOq3/nvwkhjyzzbBt0d0FCakZDmcmHkJpEwTMhpMZIuJ5nCp4JqU6MMSz88QzmrToFra56pusipKGi4JkQUiMYs7o9dwPpedbpjbVdBdJA5Ss0uHwnG3HJ+bh6N6e2q1MpOr0R+Qp1bVeDEBsUPBNCaozl9tz1P3jedTIekz7ej+vxNRe4KNU6yAo1Nba+0uQr1NAb6MChNuUUqLjHl29nV2hZnd6IQqW2qqtUYQt/OoMpn/6LlExFbVeFEJ4KB8/37t3DokWLMG7cOHTo0AGjR4+2yfPSSy8hKCjI5i8+Pp6XT6FQ4KOPPkKvXr0QGhqKWbNmVckUcoSQRw8DuHmeDRDxgjyd3ojr8TnQ6S2nlwtVOny6/iyOXUzhl1NiDOfd1AJk5BY9cN35cjX+OnaHt061Vm+znE5vgFqjr9B2meufnlPIq9uGPdeh0xuxfvd13jYp1ZZZfoxGhsgbctxMyufSZIUaLP75HM5eS+fSGGM2p95j4rLww19XoLFKf/+7SLz+xWHIi7RcvVZtj0FkTCqv/B//vorEdNkDt0mp1tn0+t1NKUByhvyBy91NLcDUxf9i5R/RXFqRSodbSXm89rmbWoCz1+4/sKzS6rXr5F3kyizBIWMMhSr+7Elqrd4mTVaoLXMIg1Ktw95TCbzyy8NoZDhzNZ1r+5rGGIPB6oDFOniOjssEANy6l4ctEbG8z5n18st+u4CPf4jCV1su4uXPDyEtu5B7PSYuCxFnk7jnhSodoq6k89bJGENWvor3PsuLtJU6oCtU6XAjIRcAuO+AE9GpmPJpBGIT87h8ao3e5r0yGlmlxnoXqXQ4FZPG+4zGJubhRHQqr7yENBmib/FjFZ3ewGuL0iSkyXD1Lv9gxmhkMBrLrq+sUFNlY9j1BmO51knsq3DwfOfOHZw8eRJt2rRBYGBgqfm6deuG7du38/5atmzJyzN79mxERUXh008/xddff43ExES88cYb0Osr/uNFCHn0mWfbOH45A69/cRhFxcHNbwdu4sPvo/B/a05zeb/echGXbmVxQRhjDFM+jcDYuXtw5Y7pxycrX4k5K0/ijS+P4HayKQDV6gzYEhGLqKuW4POLX//Dxv038eInEdyPz7d/xGDa0iO4mWj6gTYYGZ79aD8mfrQft5JMP846vRHvLD+Gp/9vL/LkpkDyyp1sjHl/N8a8v5sLxL7bFoNpS49i7Nw9Nj9uzo6mmUWUah1e+iQCkz4+wAVYUVczcOyKHIs3XOQCjM0HY3ExNhNfbrzAlfHnkdsYP38fvv/rCpe2aN1ZHDiThI17bwAACpVapGYVQq01IDXL1FN39EIyDv+XjK+2XIKq+KBg1fbL2B+ViFkrTnBlRV1Jx5j3d+P3f29xaW8tO4opn/6LXSfvAjD9cM/59iSmf3UcCqteySP/3cNPf1/ltnvH0dtgDIiMSePyfL/zCuatPoXnFx7k0uasPIkvN/7Hvb96gxFTPo3AmPd3cwcE8akFXFubA779UYnYsOcGXv7sELfOdbuu4bkFB7B+9zWu/De+PILnFhzAkf+STfVX6vHm/05i/Px9yMoz3dHzTkq+Tfm/HYjFul3X8PJnh7iylvxyHmPe3429pxK4tnh1ySF8v9PyfkRdScfSTRfwwqKDXNB+6Pw9jHl/Nxb9dAbVbfnmi3jl80Ncj7F18JySWQh5kRbzVp3C9sO38exH+7nX3vv2JMa8vxsXYjMRdSUdV+/m4Oy1+9BoDbz9YdG6s1i78wrupJg+Z2t3XMay3y7g+7+ucnn+PHIbM785jcuJpvbV6Y14YdFBvPhJBI5eSObSnpq3B2Pe380LetUaPe/A1bzfAUCBwvTZWLH1EvIVGvzwt6XdZ31zAi9/dggno00HiBqdAePm7cHYuXu474RCpdbmfZYVajBvVSR++sey73615SKWb7mISR8f4NL+b80prNh6CRHn7nHrfPebE/hk/VlsORgLwPTdMfPrE3jq//ZCrbVsQ4FCwx0AAKYDkHe/OYGPfziDrHxTG52/fh/j5u3Ba18c5tZZpNLhx7+vcvUHgDeXHsGLn0Rg0/6bXNr3f9/Ap7+nIj3H0gnw55HbmLPyBPf+K9U6/N9q0zaYg+X41AI8/X97MW7enkfiDENdVOHgeciQITh58iRWrVqFjh07lppPKpUiJCSE9+fo6Mi9HhMTg9OnT+OLL77AqFGjMHToUHz33XeIi4vDoUOHSi2XEFJHMUvwrGdCqLUG3CgOXHedNJ2VuptSwPWuXCrRs5MrUyO/+Ed0wY+mYMT6x+XzDecBAJv238T2w7exbNMFxKcWAADirPJl55t+VKKupsPIgA+KA/bsfCX0BtOPy7zVpwCYArWUTAX0BiN+/NsUJCzdZAlqL8SaevROWvXsFqp0vB4d84/nneQCbijDhj2m3ugbSZYetN8OmH6IkzMsp6jvFtd/S4QpiDl4JglKNb/8fVGJAICM4oAQAC4W1yvZ6nT39sNxAID/bmZwaebe52W/mbbpj0NxprteqnVcW2/Yc8OmrI37TD/gJ6NT8d32y9gXlYh/TpiCnVyZpbc6vbjnMvJyGtc2jDFekGTuVbx2N4db57p/TEGw9cHC8UupvHYCgPhUU/33nTa1wZ5IU3CrUGq5gOu77TEAgLhUS73+t/lC8XZf5NLMPYn7i9vTXF+1Vo/zN0xttm7XNW67s/NVOHg2ietF3BVpCfZOXDJt0+o/LwMAYm5nV+tFe3HJ+Th9JR35Cg3OXTf15mcX8HtjzfsSAG4/1+kNuJNiSjd/fqzpDUYYjIx3sJQvN7Xr6Sumg9ND5+9x+7V5P919zvR5sz6z8+020/twMTYThuL9949Dpn3yenwOJn60H9O/Ps7t29sP3+aWNQeaZonpcq7+94sDx6+3XgIAXLEaovLlxv8AAGesznDsPHoHALB25xXcupePfacTuffX+junUKXjBZbmAyXrtth+xFTHzLwirpf+2z9M2xmfWoCXPo3A/LWncemW6fO4aN1ZyzYVf16X/GqqY06BijuonrzgAPZHJeL97yIBmDoOzNv513HTfqbW6nEyxvQezPnO9H14P6cImw/G4m6qDKuK9/sjF5IRm2TqPT9V/Dm0DsDNn01SMRUOnqvq7m6RkZGQSqUICwvj0gICAhAcHIzIyMgqWQch5NFiHrahg2mOdetA0SwzT2lz6ttgZHaHZljnKyjuud1T3DsIALFWwalZRl6RzelVg8GI+DTbYQzxaQXcY/OPV5HVUAC1Rm9z6tPeaWrGGK+u5oBRXmhJM5dv7uEGgDvJ+TY92TkFKl4es8xcS4CxozhAsA7YrINmszy52qb8IrUeWfm2QxayrdIOnTf1wpkDFgBc+1nX7W5qgd32yczjB0MAUKi0tOuR/0zl304u4NJyC2zrVDKoAkzvT1pWoU26QmVpi3vF+12WVT0UStubZuXKVHbLyrRa72fFQec9q31ZrbUNlM0HBtXNfJFqyeC55Lhntdb++2wtNasQs785wTtjIBIJbPLdz7E/bCo9m992xy4m83qbE4r3mQ+/jwJgej+UdoZNXb2bwwWgXP01tvVXafS87c6VqXE/p4i3794s/k6wHjK0btc17gDeTFao4R2QmqVm2u4PGTmWfOYzXn8ftxxMHbuQYvM5KDmkyFzfkhcZywo13HebmU5vtPvdaT02PKb4/b5lNSTM/L1jfSClUtOZ/sqotjsV/PfffwgJCYHBYEDXrl3x7rvvomfPntzrCQkJ8Pf3h0DA/yAGBAQgISGhZHGEkDqOwXLBoJ6ZgmfzKWBr2QUqm4Du3LX7UGn4Pzafrj8LV2f+hYclg6kEOwFx3D3bdSZnKmx+6N/48jDv1Lezo9jmBzAtuxC3S2zDnZQCNG3kwksrUuuRK+f/0N9OzodGZ/mhdHUWQ6c3wtXJsk1Z+SreuFMAuHInB55ujrw0tUaPzDzbAMY6iHdxsr1IU1aosQmysvOVvN5jwBREZlodvLi7ONi8R8kZCly+ncUNUzGVr7U5EIpNyoNYxO+Eycgt4tXD0UFsU36unQOGjNwi3vhUwHRwUXKbAECpsbS1wWA71tPcsy4RC7kAJrdADW2J8cGmHknLOjXFgbLGKmD+70YGnhnUlrdcYroMTb34+0V1yCg+iMopDhiD/bwQm5THG0MPmN6vQjsHDCXzlKTRGrieY7PVf17GE339eGnyIi3v8wMAK/+IwfjBlnZxd3GwKT8hrQBd2nrbpH+6/hzveXyajDfeHzANQRkQ0oKX9ubSI/x6FdoOU8jOV3Fng8yirqZzQ0HMFvwYhSt3+BcAK5Ra3M+xfEabN3EFAMiKLJ+9yMtpXNBudj0+F93b+5RIy4GLEz8si0vOh9SV305x9/Js9vEChQbZJb7/Sn6GDMU3G2vs4cwdLKbaOTgkZROwhxh9Pn/+fFy/fh379u3jpa9atQrNmzeHn58fsrKysGHDBsTFxWHz5s0IDQ0FALzyyisQCoXYsGEDb9nPPvsMUVFR+Pfff+2uc+jQoaXWZ+nSpRCJRAgODq7sJlWISqVCUlIS/Pz86t0tox811NY1p7raOjlDgasbv0IPx0T8U9QDJzQdAACDuzXH8Wj+D3v3oCa4FFfxWSqaejkjM4//o/Lyk0HYuD+u8hW3IhIJ7AZeZRnRuxV0eiOOXXrwKVJXJzGKKtET1MbXDY4OItxOthwseLg5QFYiUGjayBmZJXrrmjdx5Y2ZBAAnB5Hd3lNrzRq74H6ubc9cSR39G+FGouUAY1jPFvBvJsX6PZbhF88Nb4s8uQb/nrdcHNq8iQvSc/jlPz+8Lf44chfmX63wkGYYHdYG/7fWEli9PjYYWXkq7DmdxKX16eCNczctPa9CoQDrPgjHrJVRUBa3d1MvZ3zwYijeW8Ufn+wldUSe3BIItfRxRb5cw3uf1n0wEDNXnuYF0K7OYhSpLHkGdG2GGRM6PbixKmjSwsN208cP8sfhC6mQF+kwboAfdp9KssnTwb8RbibaHkiWx8wJnbB65/WyM5aDvfq980xHfP/3jUqVF9bFF1FXbc+yWPth3gC8t+oMVJqqGUoT2EKK+DTLhbTvPNMRB84kI8nOwYe1OZO6YOX2q7y0AV2b4dQVS69425Ye6BLohb9PJvLyNZY6Itdqv3RzlsDdRcL7TPbu6INcmRp3Uy11a9faA4npCl4Pd+umbpgzqQt8GjlDLK6ZSdhiY02f/+7du9fI+qpatQTPJSmVSowePRqBgYFYv349gOoNngkhj57MnEK0v7gKAPBnUW9EaYKqrGx3ZxHvtDypG4RCwNhAZrRr5e2A14b7lJ2xAj79PbXMPBP7e2HHadvhS2UJDXRBTHzZB0d10ZM9PbH/QkGtrFsoMJ2FexRv/Ojn44iXh9n2+lenuho8V9uwDWsuLi4YOHAgLyCWSqXIyLA9OpTJZPDw8Ci1rKNHj5b62qVLpvF31PNc/1Bb15zqamv34/9wj/Wsans3BnVvib2n75WdsYQmHk7IKTFEoZWPG1JKnMps5O6AfAW/F7exhxNveEPJ54D93tmSPUaA6Qe15KxRJXsu7XGUCHlDP0qra8hjjXH5Ti4exNFBxOs5BYCg1p6Isxp3XBpvTydkF1T8ZhZ9OjbFmWv8sawd/Brxpu4DbHuvy6t1Uzcklxij2tLbFanZ/J52n0bOZY7/teexVh64k8IfGhTQQoqENNvp/PRGcTX8NpUdPIf1aI8dpy296b07+uD8Df7FuC28XZFm1Sb/90IIGrk7Iibe9iLCqmLvzEJ5WA+reZCSvcEAENbZF1HXMnA7w/Jhc3YUczPRlMbe52dk39Y4eDaZl2bvc+AgEUJr9Rk1MqBbUBNEW51Z82vmjqT7/F7qzoFeuBbPP+jp2rYxrtzl1yMkwAWXE/jtaO9sXpe2jXG1xLI92nvj4i3LGZmkLE2NxU/mnue6qtZukhIQEIDExESbMTmJiYkICAh4qLJdXFxq5M8cWDg7O9fYOhvqH7V13W9rMSw/UHqI0NrXnfe57fpYE5vP8sShj9mkPfe4bY91/5BWvOdNvVzw1jNdeGnPPx6EoNaNeGlDe7aGl5Q/fnjqkx0gFPKvxXhqIH/8KgAEtvDkPf+/l3qgWWNXXlq/Ls1tlps+McQm7dXR7XnPnR3F6NHel5c2qHtLm/I/eqW3TVkvj7adBWnMANv6t2rKb/9Fr9mWNbKfv03aB1N62KQN7tGa99zTzdGmXQeGtkRQG377D+reBi193Hhpbz7Nf98A4Im+/Hq8MrojenXgt8+UUcE2Y8HfmRDCe96ssQs+eaOvTfmj7GxnSe+/YNtD9tzj/Pdt/OC26NfZ9j0HAK3eWOWf1ZJKtm8Lb1cEtOR/rl4e3Qk9gpvy0sb0t/zmDunRCgO6tUHHtvw89ggEgF8zKS8tsIXUJt8nr/dB50BLPdr4umPKk/z9VCQUILQdv9dzcPeWNmOp33u+G54uMZ785Sc74M2nOvPSXnjCNgh8arDp+8T6gGdwd/4UuiU/FwDQPZi/r731dGe89UwIWjXl77vPj+DvD4BpX7XWrLErpk8I5aW18fVA+xLvXadAb/Tr0oyXNmZAIDzd+ft4p9a2+8GLozraXFfw2lh++7g6iTEm3PZ7oaZ+Z+q6Gul5ViqVOHHiBDp3trx54eHh+P7773H27Fn069cPgClwvnnzJl5//fWaqBYhpCZZHSjrmAgznw3BvFWmKeEcJCLMfDYUt5LysOnATYwf1BbNvd3Q9TFvdGnbBJExaTAyhsdaemJUmD9khRrEJedzU5X5NZNiUPeWOFE8ndlXMwegkdQJbVt6ILtAhW5BPnBxkuCx1o2w+GfT+Ngnw/zx/Ij2aO/nhc82nANjQKfAxujV0RfrPxqGhDQZvvj1PziIhXi8jx/Sc4pwJ7kA8iINPpjSE96NnHHzq1wUqnR4ZXQHBPt54Z0JXfDdthiuN3tUmD96dvDF6ctpCGrTCH27NIeDWIgubZvg6t0chDzWGIM6SNCtS3NcjMtFZp4S3YJ8MGHIY1CqdThzLR06vREfvdwLfTr54vyNDCzffBHuLhK8NrYTugX54K1nuuDU5TRMGPIYQoNMwwJi4rKhUGoR7O+FsC7N0dTLFY+18sSdlAK0beWJ2ZND4SgRYfvh23B3dUD7No3Qpa035jzXDRFnk9CtvQ9EQgGG9myN9Jwi/HnkNgaGtsSsSSEQi4R47vEgFBRqkFOgwuThQWju7YZbSXlo5O6EgBZSjA0PRFK6HL/uu4GhPVtDIhKiT2df3MtQ4KPvT0OlMWDuC93Rp5MvJGIh955sWfwEPNwc0aqpG1KKe4w3LBgOL6kTEtLlcHUWo1/n5mjp44aB3VpAsluI7kE+6BDQGM2buKJPp2b4dls0Xh3TCVJXB7Rq6o4l0/ohI0eOJo4FCA4OhouLCwaGtsTJmFQ81soTc57rBt/GrthoNX3Xwld7I0+uxtri6clWvT8I/s09wBjDN79H47M3+6KJpzNaNXXH6DB/6AxGvDqmI1ycJChQaBAdl4WbxTfyeGdCV3y/80qlbr5TEc2auOKrmQNMF7kJBLhwIwMj+raBQCDAotd64/d/b+G957ujpY87Zk8OxYWbGbgWnwulWofBPVohT6HB/tMJXGBa8mJ+wHTgOiCkBf4+fhdHLiTjp/nDoNUZ8OXG/7hx882buOLFcHc4ebTE9SSZ6UAwuCl6BDfFvtMJ+Omfa3hqYCDCujTHinfDsXHfTVyLz8Hb47tiSI9W0OkNcHQQQ63Rw8VJDL3ByN2c5X8z+iPYzwv9u7ZA58DGWL75Ito0k2JIz1Zo5O4EtVaP3w7Ewq+ZFN3aN8WHU3tyU0u6OksQ0Nz2rPazw9rh4q0sbuaVGRO7QqM14F6GHFJXB5y7noEhPUyfg4NnktAxoDGeLD7Y+HxaP8TEZeFehgLNvd0wqHsrnL2Wwc1ss3L2QAS08ICjRARXZwn+PX8Po8P84ePlgj1fj8Xmg7G4k1yAdyeHoFClw9aIWzAYGBpJHfHUwEAYjQyebo5o17oRXJ0l6NXRF181k2JrxC2k5xTCz9cNAc0YPpraDcu3xCCojRfmvdgdjT2c8fErvRB1JR0pmQq0auqOgBYeWPfhMNxJycfdVBlXj/lTeuL8jfs4fikVy6b3r9qdsh6r8JhnlUqFkydPAgC2bt2KlJQUzJ8/HwDQq1cvJCQk4Oeff8bw4cPRokULZGVl4ddff8WdO3fw+++/o0sXS6/Ca6+9hvj4eHzwwQdwdHTEypUrIRQK8ddff0Esrnhcbx62UVNjaJRKJWJjY7kvZFJ9qK1rTnW1dcLeX4GrpusjflIMwf+WTYfeYLTpIamsjNwizP7mBELa+WD+1J6l5ruZmAsvqRN8rXpxDUYGkdA2WEjJNF1YE9DC/lAyWaEGErHQZiYLWaEGzo5iOEjsX4Oh0xuh0ughFugf2NYZuUVwdhTDw6pHtbS6VhfGGIrUerg5287WURk6vRFikYAXnOkNRoiElrR8hRpx9/LRu6Ov3SCuokru0zq9AQqlDl5SJ0setQ77oxLRrnUjdH3MGwaDESdj0tC9vQ+v/SsqV6bibrjyx5JRVdaOADDm/d3c46ouu2T5gOnszXN2elcB08w2/5y8i8lDA5CRmlDqPq1U63ifF/Mcxr6NXW3O+Jhl5SuRL1cjqI1XmXVWqnUQiYRwLP7s/XcjA6v/vIzXxnXCoG4tedu07sNhaNbEtbSieDQ6Aw6fv4cBIS0ean+oSnX5d7Gm47WqVuEINTc3F++++y4vzfz8t99+g6+vL3Q6HVauXImCggI4OzsjNDQUixcv5gXOAPDtt99i6dKlWLRoEfR6Pfr3748FCxZUKnAmhDzimGXcX//QNgBQZYEzAPg2dsXmxSPLDCw7+De2SSttGXuncK2V9iNa1o+rRCyEROwApfLBvZG+jW1/2GsycAZMPZBVGZRJ7FzNX3I/aOTuhD6dmtnkq7o6iOAl5R/YuDhJMHFoO+65SCTEkB6tSi5aYdYHUOt3XcOc57o9dJn2VHXgbM+DetoCWnjg/ee7Q6lU4kFzXZQ80BQIBGju7VZKbhOfRi7waVS+4LBk+b06+mLz4ids8jk7issdOAOAo0SE0f0fbkgpqTrx8fFYsmQJYmJi4OrqinHjxmH27NlwcLCd/tDa3LlzcfXqVWRlZUEikaBdu3Z4++230b9/xXrdKxyltmzZEnFxD572qeQMGqVxd3fHl19+iS+//LKi1SCE1DGMGWEO+5xcnB6Yt7LsBWaE1Cbrgx17N+2pS7o+VrMzMVSHeS92x+kr6Zg9ObTszOSRJJPJMHXqVPj5+WH16tXIzMzEsmXLoFarsWjRogcuq9Pp8PLLL8PPzw8ajQY7d+7Em2++id9++w09ethez1Ea6uIlhNQMqznJBAIKcknDYN2rXvLOlnWFl9QJ817sjo4Btmdt6prw0JYID21ZdkbyyNq2bRuKioqwZs0aeHp6AgAMBgMWL16MadOmoWnT0i92/e6773jPw8PDMXToUOzevbtCwTP9ghFCaojlpG9pYxsJqW9EVsGzvhI32HkUBLVphE6BtrPhEFIbIiMj0bdvXy5wBoCRI0fCaDQiKiqqQmWJRCK4u7tDp3vw3TZLouCZEFIzrHueKXgmDYT1sI2St3evK2rituKElFdCQoLNlMZSqRTe3t5ISEgoc3nGGPR6PfLz87Fhwwbcu3cPkyZNqlAdaNgGIaRmGKwujhPTjW5Iw6OvY8M2lrzVD6cup9mdW52Qh5WTk/PAu0aXdlM8uVwOqdR2PnEPDw/IZDI7S/Dt3LkTCxYsAGCa13rlypUIDa3YGHgKngkhNYIZNBAA0DAxDFLfMvMTUt8Y6ljPc9fHvOvFRYKEWBs6dCjat2+P/Px8REREYPbs2VizZg0GDhxY7jIoeCaE1AiB3jSmbLeyO3rRsA3SANW14JmQ6tSkSZNSe5cfRCqVQqFQ2KTLZDJ4eNifk9+al5cXvLxMc4aHh4dDJpPhq6++qlDwTGOeCSE1guk1AEx3FxRWwY0vCKlr6upsG4Q8SgICAmzGNisUCmRnZ9uMhS6Pjh074t69exVahoJnQkiNEBi0AAAtxDTbBmmQqOeZkIcXHh6OM2fOQC6Xc2kREREQCoUICwurcHmXLl1Cq1YVuyESDdsghNQMvSl41jEKngkhhFTO5MmTsXnzZkyfPh3Tpk1DZmYmli9fjsmTJ/PmeJ46dSrS09Nx+PBhAMCJEyewa9cuDBo0CM2aNYNMJsO+fftw+vRpfPPNNxWqAwXPhJCaYTCNedYyERq5V88dBglpiF58on1tV4GQGuPh4YFNmzbh888/x/Tp0+Hq6ooJEyZgzpw5vHxGoxEGg4F73qpVK2i1WqxYsQL5+flo1KgRgoKCsHnzZvTq1atCdaDgmRBSM8w9zxCjg79XLVeGkLrPv7kUielyPNa6UW1XhZAaFRgYiI0bNz4wz+bNm22W+f7776tk/TTmmRBSM4qDZ3epKwR0wSBpgMK6Nq/tKhBCqgAFz4SQmmGw9DwT0pA83rsNAKCNr+2NHaoCHYoSUrMoeCaE1Izi4NlAwTNpYESi4vCWVe1sG1VcHCGknCh4JoRUO2bQQ2A0XbhBPc+koTH3DNNMdYTUDxQ8E0KqHSse7wwAekhqsSaE1DzzTYEYqid6pksICKlZFDwTQqqdUWcKno0MMEBUy7UhpIZVz6gNQkgtoeCZEFLtuFtzQwzQDVJIA2OeXYZR9ExIvUDBMyHVTK3VI+m+vOyM9RjTFQfPjHqdScMjqOaeZwHNt0FIjaLguYqpNXoUKrVlZwSgVOuQJ1eXu+yK9FoYHtErUwwGY7nbpy5KzVJAqdbx0jbtv4mZXx/HyejUMpfX6gxIzrANtG8n5+PWvTybvIfP30ORir++f8/dw6b9N3n7i7xIi80HY5GeU1iRzaky5mEbWiamn3nS4JiD26rueaaebEJqBwXPVYgxhimL/8VzCw9CXmQJEDNyizDn25OIjOEHT4t+Ooupi/9FYrqMl3fih/uwaf9NXt7fDtzE2Ll7kJ5tCX70BiOWbbqAX/fe4OXddfIunpq3B78dsJRhMDLM/Po4xry/G1qd5XaVd1MLMPnj/dgdGc8r4+fd1/HWsiMwGIxcWnRcFmatOI67KQW8bV788znM/Po474vcYDDii1/PY92ua/xtXncWzy08iOx8FZem0Rnw5tIjWPjTGV4ZV25n46VPInDPKpg0Ghl+/Psqth+JQ0kXbmYgPtVSt3y5Gs98sNembjcScjHm/d34esslLk2t1WP8/H0Y8/5uyAo1XHpiugxrd16xCYgVSi3SsvmB6K17eXj7f8fw5cb/eOn7TicCAPaeTuCtb8kv57H5YCwv79JNFzD9q+M4FZPGa5/3v4vEvFWneAcemw/GYtWfl/G/3y5waXqDEWt2XMbOY3dwx+p9WrU9Bn8euY2lGy15AWB3ZDzOXb+P6sa4uwtSzzNpeOiCPkLqFwqeq9D93CKoNHoAwMKfznDpSzddwN2UAny15RIXhKm1esQl5wMAZq04weX9astFqLUG7Dx2B1l5Si59x9E7AIBpy45yaVFX0hF1NR1/n7iLa3dzuPQNe25wy5iDxnv35dzQgd//vcXl/W5bDIrUevy8+zpXt3y5Grsj45GWXYQvrALBT9adRWK6HHO+PcmlZeercDE2E0n35fjzyG0u/ejFFJy7noG9pxK4YFSnN+BqcT3nrork8u47lYD7OUW4fDsbV+5kc+kLfjqDgkINZnx1nEs7fCEV+6MSseXgLZy9ls6lv/jJQXy24TxmrzzJbfPuyHjo9EYk3ZfjzFVLgDh/7WkAwMmYVBiLe+hPRqdyBxVrd17h8s5acQIRZ5Mw6eMDsDZvVSTeWnYUh8/f49K2HzZt/5U7Ocgsfu+sg/a4e/nc4z/+jcP5Gxn488htnLcKXi/GZgIAlm+5yKVZHzBZD//YddJ0wBNz29Jm93OKuMeFVj3S529k2Cx/OzkfP+++ji9+/a/6e7CY6SDMyAQUSJAGxzzmudpOCNJnipAaRcHzQ9BoDcgv1HPP07MtgUtCmozrtU1Is/Qsx6eaHlsHOdZuJxdY8hYvZ91TbC2nwNJ7+/eJu3bzyApNPX6ZVoH46SuWoNM6mErJVAAAr0f1ws1Mu+UWKEwBsfUwgC0RpqC8UKXD6j8vc+nJxeVmW9XXeriK9Xbcy1AU19vS+wuAC3JvJFiGLsTEZXOvmbcTAAqKl821Wsd/N03Bo/ngxqyo+IAhT2bJG1dieIRZRq7pPdPpDUgrfq9XWW2n9XYcvZBcvB38ISrmIPVGYi6XdubafcgKNTbvs6b4eWqmpY3NAToACK0uvDO/j6lZCi4t0Wq/s2Z+76z3iZL1rHJG02eB0a88aYCE3JjnKh62UaWlEULKi+5W8BDW74nF6asZOB/P0KmtN0QlZhF45fND+N+MAXB2FEGlMQVCCekydG7bBKlZ/FP+R/67h6ZernByEEGtNeW9Hp+D0CBvXpADAIfP3zP14FqtzsVJDJ3eAI2WH4CdvpKGXh19eQGxs6MYa3dewaBuLSEUCrjA9MqdHOw5lYCW3m68Mr7dFo3RYQG8tBuJuQjr0txmO1b+EW0zZvdUTBqu3MlGs8auvPQNe65j7IBAXpC7+WAs7t2XY2BoS17e+7mmNhBYdVueupyGgkINxg9uy8v78Q9RmDi0HS9MEwkFuBibieZN+HXIk6vh7uLAG2ZTpNbDYDDy1gUA1+7mwLexK1Iy+ducr1DD082R98OYll0Ijc7ABdxm2fkq+Hi5oFBp6RX+70YGjl1MQceAxry8t+/lI7ClBy8gLlLrkJwhRwtvN972zfz6OD57sy/v/Tj83z0UqnQIDfKGUGDp9Yq6mo5cmYqbexYAMvKK4OnuiOpibhsjBKBuMtJQ0RBlQuoHAatHVxxcumQaw9q9e/caWd+q7Zdw+L8HXwTm4+XCG35RGVJXfnBXGR5uDtXfu1iFGns4IVdW/ospH0arpu5cr7s1Z0exTU91C29X9O/aAtuthqgAgINEVOoZgpK6tG3CDV8pi9TVAa7OklLPVFgTi4Ro6eNWqZk93n+hOwZ1Mx2wKJVKxMbGIjg4GC4uLhUuyx5lfAwyti1Bit4L25wm44cPhlZJuXVddbQ1sVXb7bxp/03sPHYHY8MD8Ma4zlVW7vSvjiE5Q4Ev3u6HLm29q6zch1Hbbd2Q1OW2rul4rarRsI2H0L9LszLzWAfOYpFtczuI7b8FTb0sH4SHDZyBGjgtXwWsO3prKnAGwAucg1o34h5bB84uTqaTNGnZRTaBM1D60Bp7rANn38YP/sKTF2nLFTgDposFKzslXnb+wx3glYnRsA3ScFXXVHX1p+uLkLqFgueHENTaA94etiNfXn6yg01ap8DGeKJPG5v0D1/uZZMW2s4bU0fZljGyn5/deix8rbfdvM1KDFEAgE/f6GOT1qyJK0b397dJnzj0Mdu8jV3h3cjZJn3+lJ42aavnDkZ4aAub9LEDAmzSAOCd8V1t0iYNa2c376ThtunDe7W2GfoAAMF+XjZpfTs3Q2g7256aN57qZJPW1MsFzw61XZ+rs+1tpoP9vPDc40E26S+NDLZJA4AZE0Ns0sYPbmv3vRvWs7VNWkALD4hFtgHph1Nt349hPVujd0dfu/Uo2cNe1ayHbdAFg6ShoZukEFK/0JjnhyAQCDA5vAl2nS/E433aoIW3G9o0k8KnkQt8G7tCpdHhj0NxyMpXYdrTXeDTyBnZBSoUqXUID2mBRlIn9Ahuio9f6YVV22MwMLQl3F0dMKRHK/g2doWnuyPi0wqwYc8N+DeXYtrTXfDO+K7IyC3CnZQCLN98EcN7tUavDr6YP7UnUjMVaO3rjtSsQowND0RGThF+3n0d2QUqpGUXYvzgtujevileGd0BB88mwdvTBfkKNZa+0x9SVwcEtW4E70Yu+OPQLQgFAjw/oj0CW3giOVMBtUaPs9fv491JoZC6OmDH0dsIDfLBhZuZ6NWhKcK6Nsei13ojK08J3yauaOXjDh8vF8yeHApvT2c093bD/qhE5MnVeG1sJ/Tr0hwpmQoEtPDA3lMJeOuZLnBxEkOrN+B+ThFORqei62PeeOGJ9ggN8sGWgzfRK1CEVq3bwLuRO3ybuCJPpoZYLISiSAuBQIBXx3SEQCDA0YvJaOXjju1HbqN1U3dMe7ozkjMV8HRzxNqdV+Dp7oi3n+kCnd6IW/fyEBmTBnmRFs8MbougNl5YPmMABEJAXqhFcqYCo8P8IZGIkJWvxIEzSdz7P6hbS+j0Rpy9lo7+XVtgeO/WCGzhCZ3BiO1HbsNoZPjk9T5wdBChc2ATaHUGnLqchlfGdETHgMZwdZJAKBTgqYGB3MwZAPDCE8EY3L0VZnxtmWXkq1kDENjCA96NnOHkIEJLH3ckpMswuHsrMMag0uixYusl3MtQoE8nX/Tr0hyvjO6A3w/FoU9H0xmSl0YFw2hkuJchh5EBLo5irqdarS1/z3mlcBcMEtLwcAeMdJMUQuoFGvP8EKpyvBFjzOYCNWLxqIztKlTp8NwC07R1b4zrhLHhgXbzGYwMYAwiO0N1Ssu/73QC2vi6I6SdD5eeL1fD092xXPuGTm+ATm+Ei5Ntj3hJ5v3tzyO3sflgLIb3ao1Zk0IBVE9bF906j8y/liNB542/XZ7F9/83pErKreself26vqvtdt4acQvbDsdhVD8/vG3nDFtlvbP8KFIyC/Hl22Ho3LZJlZX7MGq7rRuSutzWdX3MM/U8PyIocK4b3Jwl+OLtfoiMScNQO8MozEwzr5T/PRUJBRhnJxBvJHUqdxkSsQgScfluQmLe35wcTPmru+eZmed5ph4y0gBxU9XVbjUIIVWEgmdCKqhLW+9H5sr2h+XkaPoKqO4xz9YXDNJxImlwuDHP1VV+NZVLyCMqPj4eS5YsQUxMDFxdXTFu3DjMnj0bDg4OpS6TlZWFjRs3IioqCsnJyXB3d0fPnj3x3nvvoUUL2+uzHoSCZ0IaMHPPs0ZrwIWbGThwJglvjLG94PGh0WwbpAGrtpukUFc2aYBkMhmmTp0KPz8/rF69GpmZmVi2bBnUajUWLVpU6nI3btzA4cOHMX78eHTt2hX5+fn44YcfMHHiROzbtw9eXraTC5SGgmdCGjAnB9NXgFqrx2cbzgMABGB4MrT0o/fKMAcNjC5tIg1RNU1VR0hDtG3bNhQVFWHNmjXw9PQEABgMBixevBjTpk1D06ZN7S7XvXt3HDx4EGKxJfTt1q0bBg0ahF27duHVV18tdx1oqjpCGjAnR/OYZ8uwjVyZqrTslWce88wodCYNj/mQsbquz6dPFWlIIiMj0bdvXy5wBoCRI0fCaDQiKiqq1OWkUikvcAYAX19feHl5ISsrq0J1oOCZkAbM0vNsdcGgQIDo+CKs233TNGuIlaw8JY78lwy9wchL1xuMiLuXB0OJdIORIStfaTVVnYAujiUNTnXt8tSTTRqihIQEBATw7xchlUrh7e2NhISECpWVmJiI3NxcBAbanzmrNDRsg5AGjJttQ2MVPDOGPefzAeSjf0gr9Ai2nAKbueI4lGo9tHoDRvWz3Fhny8FY/HX8LiYPD8ILT7Tn0jfsuY69pxKwdDiDC2i2DdIwmQ8YjRTtEsLJycnB0KFDS3396NGjdtPlcjmkUqlNuoeHB2QyWbnXzxjDkiVL4OPjgyeffLLcywHU80xIg2Y95tksId1yu/KSP/ZKtSnfNatbjAPAX8fvAgC2HY7jpe89ZeoFuHAjHQBN1UUaJmE1j3mmszmEVNzq1atx7tw5LF++vMLzZFPPMyENmGNxz7NOb7T7uvUwDOsA29PN0W5+dxfLhYZGqyEfbs5iQE2zbZCGqrrGPNPhKKm7mjRpUmrv8oNIpVIoFAqbdJlMBg8Pj3KV8eeff2Lt2rX44osv0Ldv3wrXgXqeCWnAnB0ffPxsPRY6PbuIe2zdI20dYDfxtNzUJSPPkt+lOEg30jzPpAESFv/SUqhLyMMLCAiwGdusUCiQnZ1tMxbansOHD+PTTz/FrFmzMGHChErVgYJnQhowiVjInVK2hxc85xRyjxVKHfc4M1/JPbbuec7IsaQbzBcM0mwbpEEq7nm2f4KHEFIB4eHhOHPmDORyOZcWEREBoVCIsLCwBy57/vx5vPfee5g4cSKmT59e6TpUOHi+d+8eFi1ahHHjxqFDhw4YPXq03Xw7duzAiBEj0LlzZ4wdOxbHjx+3yaNQKPDRRx+hV69eCA0NxaxZsyo8XQghpPIEAgF3l0F7NFZDNTJzLcGwQqnlHqdmWYJqjc4SbFv3POv1pnKMENBMz6TBEXC356abpBDysCZPngxXV1dMnz4dp0+fxl9//YXly5dj8uTJvDmep06diuHDh3PP4+PjMX36dPj5+WHcuHG4fPky95ecnFyhOlQ4eL5z5w5OnjyJNm3alDq1x/79+7Fw4UKMHDkS69evR0hICGbMmIHLly/z8s2ePRtRUVH49NNP8fXXXyMxMRFvvPEG90NLCKl+5hk37Nl3OpF7nK/QcI+tg+cCq/S4e/nc41yZmnus1ph6qmnMM2mIuKFKFOwS8tA8PDywadMmiEQiTJ8+HStWrMCECRMwf/58Xj6j0QiDwdKhc+XKFSgUCty+fRvPPfccJk2axP19//33FapDhS8YHDJkCIYNGwYAmD9/Pq5fv26TZ9WqVXjyyScxe/ZsAECfPn1w+/ZtrF27FuvXrwcAxMTE4PTp09iwYQP69+8PAPD398eoUaNw6NAhjBo1qqJVI4RUgtTVEXlyjd3XMvOUUKp1cHGSQKWxHNTGp8qQla+ETyMXqDX8g93/bmSgV0dfaKyGfGTkFAIuxVPVUfxMGhjz2ZbqmqqOriMgDU1gYCA2btz4wDybN2/mPX/mmWfwzDPPVMn6K9zzLBQ+eJGUlBQkJSVh5MiRvPRRo0bh7Nmz0GpNPVaRkZGQSqW88SkBAQEIDg5GZGRkRatFCKmkxh5OD3x90scHwBizCZJfW3IYjDGotPz0z385D6OR8YZwCGC5PTchDQ03VV0Vl0sd2YTUjiq/YNB8BaS/vz8vPTAwEDqdDikpKVw+f39/m/kp7V1FSQipPo09nO2mdwrw4h5/8et/UBYHz92CfLj0XSfjuR7m1r7uXPqclSd546WFXPBMvWSkARJU7+25CSE1q8rneTbf3aXk3V/Mz82vy+VyuLu7oyQPDw+7Q0HMHnQ3mqVLl0IkEkGpVJaapyqpVCref1J9qK2rj9TF/pjnF4f7Y/5PeQCA8zcyuGntwrs2RUqmHNkFavyy9wb8m5s+x92DmqCVtyuirmUgIV2GhHTTZ/21Me2RfPgqAMDIBIhPldXYZ/RRR/t1zajtdtbrTGdc9XpDle77rHgWG41G88h8pmq7rRsSauvaUy9vkhIbG1uj60tKSqrR9TVk1NZVT1ZgO9k8AGRlpmP+xOZYtsN0d0DzmOeszHS8M7IxfjyYhcwCHRKL70goL8jF0I7uiLrGLyc3OxODOrkDCZZhGzX9GX3U0X5dM2qrnTMyTDPSyOXyKt33NcXDIJOSkmAssn/jotpC+3TNobaueVUePJvv7qJQKODt7c2lm+fjM78ulUqRkZFhs3xZd4h50N1oLl26BAAIDg6ueMUrQaVSISkpCX5+fnB2tn/qm1QNauvqU4QsHI65YpMe4N8a3l5SvK7xwM97LD/47dr6I9ivET7y9cO7K6O49FYtm6Fjx9b45aPH8OqXJ7h0v9Yt4VuYjMLi4Pn5xx9DcLBfdW5SnUH7dc2o7XZOK0wFUAA3N/cq/X1yiMgFoIK/nx/atfassnIfRm23dUNSl9u6rnegVHnwbL67S0JCAu9OLwkJCZBIJGjVqhWX7+zZs2CM8cY9JyYmol27dg9Vh4reo/xhOTs71/g6Gypq66o3oFsbfPU7P3gO9HVEk0bucHFxwbiB7RB5+T5uJxcAABp5uMHFxQUBLi54oq8fIs4mAQAEAjFcXFzg4gJMHh6EbYfjAAC+3h4Qq01DQ0aFBaDJiA41tm11Be3XNaO22tnR0dQrLBKJqnT9QoHpsiUnJ6dHbv+hfbrmUFvXvCq/YLBVq1bw8/NDREQEL/3AgQPo27cvHBxMdyALDw+HTCbD2bNnuTyJiYm4efMmwsPDq7pahJBSCAQCTBrGP2B9aYg376D2q5nhCPbzwog+beDXzHI9w/QJXdG3czMAwODuLbn0F55ojw+m9MCUUcHo4O9luZuDgG5qShoe80epqqeqq+qbrhBCyqfCPc8qlQonT54EAKSlpaGwsJALlHv16gUvLy/MnDkTc+fORevWrdG7d28cOHAAV69exZYtW7hyQkND0b9/f3z00Uf44IMP4OjoiJUrVyIoKAiPP/54FW0eIaQ8XhwZjO1Hbpf6ulAowPKZA+y+9tHLveym9+/awvLEfF/iMqa6JKQ+4qaqq65Yl2awIaRGVTh4zs3NxbvvvstLMz//7bff0Lt3b4wePRoqlQrr16/HunXr4O/vjzVr1iA0NJS33LfffoulS5di0aJF0Ov16N+/PxYsWACxuF5ex0hIg2Weoqvk1JSENAw0VR0h9UmFo9SWLVsiLi6uzHwTJ07ExIkTH5jH3d0dX375Jb788suKVoMQUpcUT6lFwzZIQ2Q+4VLlN0mhWJyQWkG/ZIQQAEBAC9MsNz6NquGqbfOwDep5Jg1Scc+zsZpuz10tpRJCSkPjIwghAICFr/bGnlMJGNLNF7kZSVVatmXYBh2vk4ZHUE235yaE1A76JSOEAACaeDrj1TEdq7nnmb5ySMMjKr5i0FjFPc8UjBNSO+iXjBBS/bip6ugEM2l4xCLTT63eYOTSsvKUyJOrq6R8uhCXkJpFwTMhpNqx4gsGBTRVHWmAxGJ+8Fyo1OK1Lw7jlc/+tZmBQ1aowawVx7HjqP2pIzfsuY6FP57hBeKEkJpFY54JIdWPhm2QBszc86zTmz4HsUl5AAAjA/QGBonY0nP8z4m7SEyXIzFdjolD+TcvUqp12HUyHgBwN6WAptsgpJbQLxkhpPpR8EwaMEmJYRsZuUruNY3OwMsbnyYrtZy7qQXcY+p5JqT20C8ZIaTa0U1SSEPGjXnWmz4H6TmF3GsarZ6XNyO3qNRyEtLk3OMila4qq0gIqQAKngkh1c98epnGPJMGSFw8LENX3FucmWfpeVaqSwbPSpQm6b6lV7pIraPZNgipJfRLRgipfnSTFNKAlZxtw7rXuEhteVxyKIahxPM8mWV2jkKrMuhjRUjNouCZEFLtWHHwTDdJIQ2RZdhG8WwbVoGvUmXpeVZr+eOfS46Htn69SMXvsSakIYmPj8crr7yCkJAQhIWFYfny5dBqtWUut3XrVkybNg19+vRBUFAQIiIiKrV++iUjhFQ/I10wSBouSfFUdRqdAYwxFCotwfO2w3Hc45Ljn7cf5k9Xp9JYXv/931vVdrtvQh5lMpkMU6dOhU6nw+rVqzFnzhz8+eefWLZsWZnL7t69G/n5+Rg4cOBD1YGmqiOEVD+6SQppwBp7OEEgME1Vl5Wv4vU8xybl4X+/XcAHU3rygmMA+PvEXfTt3Azt/bwAAOoSwXVO8TAOAehzRRqObdu2oaioCGvWrIGnpycAwGAwYPHixZg2bRqaNm36wGWFQiFSU1Oxa9euSteBuoEIIdWOhm2QhkwiFqGFtxsAYN0/16AtMRzj9JV0zPz6ONQaU7qLk6Vfa97qUxjz/m4wxrjXOwU25i1vpPmeSQMSGRmJvn37coEzAIwcORJGoxFRUVEPXFZYRRetU89zDWGMgek0MGqUVhPbM+4xA4Pl0mnGn/zeKj97YB7GvWR+zMqRB4xZrdoqT5nl2i/LellWjjzW5bBStl2jUUOSmQq1pAjMwaFy5Za2PVbLMd57A6vHFXw/StSpysq1Uw6/zRhKbRMwO/uDbZ10Oh2cc/Mgz7wEpVhsN09F32ftfdONHajnmTRU3ds3RWpWIf67mcGl/fH5SDy38CAAIOm+HHO+PQkAaOTuiE2LRmDyggMwFA/NGDt3D7fcu5NC8cGaU8iTawAAUleHmtoMQmpdQkICxo8fz0uTSqXw9vZGQkJCjdSBgueHwAx6iHOToL4th96og0FVCKNKYfqvVsCoKoRBVfxfXQgY6AKPh+EGoCCmtmvRMDgBUN6r+nKFzu5VXyghdcCLI9tjd2Q8L83NxQF7V4zDnJUncDfVMg1dWnYRnBzF+GvZaDz1f3ttynJyEGPTJ0/gbkoBsgtU8G3sWu31J6Sq5eTkYOjQoaW+fvToUbvpcrkcUqnUJt3DwwMyWek3GapKFDw/BNmhdXC/dRYFFVlIICz+K34KAb83jnssgGUYmyWPoBx5TFms8vDKrsJyS8ljXY7AOg+30bZ1EpRRltFohEqlhrOzM4QiEf9mGw/TZpY3gnvMlV3F7VHu95qrh6VOeECdqnof0ut0yM3NQ+MmjSGRSGCVwbIPWQoqsX2lt4HIxQOu7XqAkIbIyUGMDQuG47Ulh21eWzlnEN5ZfhQpmaabpwS29AAAiERC7F0xDpM/3o8iq/mgnRxFAIC2rTzRtpVntdedEMJHwfNDcGjdCYVp8XCWNoLEVQqhkztELm6m/85uEDoX/3dy454LJI50l7VKUCqViI2NRcvgYLi4uNR2deo1pVKJ1NhYuFNbE1KlfBq5YOOix7E14hYGhrbkvfb9/w1Fdr4K7317Em+M68x7bdsXT2LtziuIOJuE8JAWcHKgn25S9zVp0qTU3uUHkUqlUCgUNukymQweHh5VUbUy0SfwIbh0DMc9oTcFdIQQQsqlsYczZk0KtfuadyNnbF78hN3Xpk/oiukTulZn1QipEwICAmzGNisUCmRnZyMgIKBG6kCXvhNCCCGEkDohPDwcZ86cgVwu59IiIiIgFAoRFhZWI3WgnmdCCCGEEFInTJ48GZs3b8b06dMxbdo0ZGZmYvny5Zg8eTJvjuepU6ciPT0dhw9brjO4du0a0tLSkJeXBwC4cuUKAMDLywu9evUqdx0oeCaEEEIIIXWCh4cHNm3ahM8//xzTp0+Hq6srJkyYgDlz5vDyGY1GGAz8OdW3bt2Kf/75h3v+yy+/AAB69eqFzZs3l7sOFDwTQgghhJA6IzAwEBs3bnxgHnvB8LJly8p1G++yCBjvrgl126VLl2q7CoQQQgghpBy6d+9e21WoFLpgkBBCCCGEkHKqVz3PhBBCCCGEVCfqeSaEEEIIIaScKHgmhBBCCCGknCh4JoQQQgghpJwoeCaEEEIIIaScKHgmhBBCCCGknCh4JoQQQgghpJwoeCaEEEIIIaScKHgmhBBCCCGknCh4JoQQQgghpJwoeCaEEEIIIaScKHgmhBBCCCGknCh4roT4+Hi88sorCAkJQVhYGJYvXw6tVlvb1XpkHTx4EG+//TbCw8MREhKCcePGYefOnWCM8fLt2LEDI0aMQOfOnTF27FgcP37cpiyFQoGPPvoIvXr1QmhoKGbNmoWsrCybfNHR0Zg0aRK6dOmCwYMHY926dTbrq++KiooQHh6OoKAgXLt2jfcatXXV+Oeff/DUU0+hc+fO6N27N15//XWo1Wru9WPHjmHs2LHo3LkzRowYgb/++sumDK1Wi//9738ICwtDSEgIXnnlFSQkJNjka8jfO0ePHsXEiRMRGhqK/v37491330VKSopNPtqvK+bevXtYtGgRxo0bhw4dOmD06NF289V0uzLGsG7dOgwaNAhdunTBpEmTcPny5SrZ5tpQVjsXFhZi9erVmDBhAnr06IF+/frhrbfeQlxcnE1Z1M6PCEYqpKCggIWFhbEXXniBRUZGsh07drDu3buzxYsX13bVHlnPPvssmzNnDtu/fz87c+YM+/rrr1n79u3Z6tWruTz79u1jQUFBbOXKlezs2bNs4cKFrEOHDiwmJoZX1quvvsrCw8PZ/v372ZEjR9jo0aPZ2LFjmU6n4/IkJSWxkJAQNn36dHbmzBn266+/so4dO7Kff/65pjb5kbB8+XLWr18/1q5dO3b16lUundq6anz//fcsNDSU/fTTT+z8+fMsIiKCffLJJ6ywsJAxxtiFCxdYcHAwW7hwITt79ixbuXIlCwoKYgcPHuSVs3DhQta9e3e2Y8cOFhkZyZ5//nk2YMAAJpfLuTwN+Xvn3LlzrH379mz+/PksKiqK7d+/nz3++ONs2LBhTKVScflov664w4cPs/DwcDZz5kw2evRo9uSTT9rkqY12/emnn1jHjh3Zr7/+ys6cOcOmT5/OQkNDWXJycrW0Q3Urq53j4uJYWFgY++abb9ipU6fYkSNH2PPPP8+6du3K7t69y8tL7fxooOC5gn788UcWEhLC8vPzubRt27ax4OBglpGRUXsVe4Tl5ubapC1YsIB169aNGQwGxhhjjz/+OHvvvfd4eSZNmsRef/117nl0dDRr164dO3XqFJcWHx/PgoKC2P79+7m0hQsXssGDBzONRsOlrVixgvXo0YOXVp/dvXuXhYSEsD/++MMmeKa2fnjx8fGsQ4cO7MSJE6XmefXVV9mkSZN4ae+99x4bOXIk9/z+/fssODiYbdu2jUvLz89nISEhbN26dVxaQ/7eWbhwIRsyZAgzGo1c2tmzZ1m7du3YhQsXuDTaryvO/P3LGGMffPCB3eC5pttVrVazbt26sRUrVnB5NBoNGzx4MPvkk08qv7G1qKx2LioqYkqlkpdWWFjIevXqxT777DMujdr50UHDNiooMjISffv2haenJ5c2cuRIGI1GREVF1V7FHmFeXl42acHBwSgsLIRSqURKSgqSkpIwcuRIXp5Ro0bh7Nmz3KnpyMhISKVShIWFcXkCAgIQHByMyMhILi0yMhJDhw6Fg4MDryy5XI6YmJiq3rxH0pIlSzB58mT4+/vz0qmtq8bff/+Nli1bYuDAgXZf12q1OH/+PJ544gle+qhRoxAfH4/U1FQAwOnTp2E0Gnn5PD09ERYWZtPODfV7R6/Xw9XVFQKBgEtzd3cHAO40NO3XlSMUPjgEqI12jY6ORmFhIW+dDg4OGD58OK+suqSsdnZxcYGzszMvzdXVFa1bt+YNyaB2fnRQ8FxBCQkJCAgI4KVJpVJ4e3vbHadI7Lt06RKaNm0KNzc3rt1KBnqBgYHQ6XTc2MaEhAT4+/vzfkQB05eHuQylUon79+/bvEcBAQEQCAQN4j2KiIjA7du3MX36dJvXqK2rxpUrV9CuXTt8//336Nu3Lzp16oTJkyfjypUrAIDk5GTodDqbtgkMDARgeR8SEhLQuHFjeHh42OSzbr+G/L3zzDPPID4+Hlu3boVCoUBKSgq++eYbdOjQAd26dQNA+3V1qY12Nf+399lJT0/nXVNQn8nlcty5c4fXDtTOjw4KnitILpdDKpXapHt4eEAmk9VCjeqeixcv4sCBA3j11VcBgGu3ku1qfm5+XS6Xcz1O1qzbXqFQ2C3LwcEBzs7O9f49UqlUWLZsGebMmQM3Nzeb16mtq0Z2djZOnz6N3bt345NPPsHatWshEAjw6quvIjc396HbWSqV8tqvIX/v9OjRA2vWrMGKFSvQo0cPDBs2DLm5uVi/fj1EIhEA2q+rS220q1wuh4ODAxwdHW3WyRhrMO3/1VdfQSAQ4LnnnuPSqJ0fHRQ8kxqVkZGBOXPmoHfv3pgyZUptV6fe+eGHH9C4cWOMHz++tqtSrzHGoFQq8d133+GJJ57AwIED8cMPP4Axhi1bttR29eqV6Oho/N///R+effZZbNq0Cd999x2MRiPefPNN6h0j9dJff/2FP//8E4sWLYKvr29tV4fYQcFzBUmlUu7IzppMJrM59Ur45HI53njjDXh6emL16tXcODBzu5VsV7lczntdKpWisLDQplzrtjcflZcsS6vVQqVS1ev3KC0tDb/88gtmzZoFhUIBuVwOpVIJwHQqr6ioiNq6ikilUnh6eqJ9+/ZcmqenJzp06IC7d+8+dDvL5XJe+zXk750lS5agT58+mD9/Pvr06YMnnngC69atw82bN7F7924A9B1SXWqjXaVSKbRaLTQajc06BQJBvW//kydPYtGiRXjnnXfw9NNP816jdn50UPBcQdZji8wUCgWys7Ntxg4RC7VajWnTpkGhUODnn3/mnXoyt1vJdk1ISIBEIkGrVq24fImJiTZzVSYmJnJluLi4oFmzZjZlmZerz+9RamoqdDod3nzzTfTs2RM9e/bEW2+9BQCYMmUKXnnlFWrrKtK2bdtSX9NoNGjdujUkEonddgYs+3xAQABycnJsTpGWHOPckL934uPjeQcpAODr64tGjRohOTkZAH2HVJfaaFfz/8TERJt1Nm/eHE5OTlW0dY+ey5cv491338VTTz2Fd9991+Z1audHBwXPFRQeHo4zZ85wR96A6QItoVDIuwKWWOj1esyePRsJCQn4+eef0bRpU97rrVq1gp+fHyIiInjpBw4cQN++fbkrhsPDwyGTyXD27FkuT2JiIm7evInw8HAuLTw8HEePHoVOp+OVJZVKERoaWh2b+EgIDg7Gb7/9xvv78MMPAQCLFy/GJ598Qm1dRQYPHoyCggLExsZyafn5+bhx4wY6duwIBwcH9O7dG//++y9vuQMHDiAwMBAtW7YEAPTv3x9CoRCHDh3i8shkMpw+fdqmnRvq907z5s1x8+ZNXlpaWhry8/PRokULAPQdUl1qo127desGNzc3HDx4kMuj0+lw6NAhXln1zd27dzFt2jT06dMHixcvtpuH2vkRUgvT49Vp5psVvPjii+zUqVNs586drEePHg3iZgWVtWDBAtauXTv2yy+/sJiYGN6fec7JvXv3sqCgIPbdd9+xc+fOsUWLFrEOHTqw6OhoXlmvvvoqGzhwIDtw4AA7evToAyeInzlzJjtz5gzbuHFjvbzBQXmcO3fOZp5nauuHZzAY2Pjx49mwYcO4mxU8++yzrFevXiwrK4sxZrlJyieffMLOnTvHvvvuOxYUFMQOHDjAK2vhwoWsR48ebOfOnezUqVPsxRdfLPUmKQ3xe2fjxo2sXbt27PPPP+dukjJ69GjWr18/lpeXx+Wj/brilEolO3jwIDt48CB78cUX2cCBA7nn5vn5a6Ndf/rpJ9apUye2ceNGdubMGTZz5sw6ffOOsto5JyeHhYeHswEDBrAzZ87wfiPv3LnDK4va+dFAwXMl3L17l02dOpV16dKF9e3bly1btqxeTZxf1QYPHszatWtn9y8lJYXL9+eff7Lhw4ezjh07stGjR7Njx47ZlCWXy9mHH37IevTowUJCQtiMGTPs3iTi0qVLbOLEiaxTp04sPDyc/fTTT7ybLDQU9oJnxqitq0Jubi6bO3cu6969O+vSpQt79dVXbX7ozHcA69ixIxs+fDjbsWOHTTkajYYtW7aM9e3bl3Xp0oW9/PLLNncVY6zhfu8YjUb2+++/szFjxrCQkBAWFhbGpk+fbreNaL+umJSUlFK/m8+dO8flq+l2NRqN7Mcff2Th4eGsU6dObOLEiTbBel1SVjubv6ft/b344ou8sqidHw0CxkoMniGEEEIIIYTYRWOeCSGEEEIIKScKngkhhBBCCCknCp4JIYQQQggpJwqeCSGEEEIIKScKngkhhBBCCCknCp4JIYQQQggpJwqeCSGEEEIIKScKngkhhBBCCCknCp4JIYQQQggpJwqeCSGEEEIIKScKngkhhBBCCCknCp4JIYQQQggpp/8HO2a2LDINZ6YAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 800x200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_t2.plot(y=['AirIn', 'WaterIn'], secondary_y=['WaterIn'], figsize=(8, 2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_t5 = pd.read_csv(f\"{RAW_DATA_FOLDER}/merged/Testday5_test11_clean.csv\")\n",
    "df_t5['Fault'] = 'Normal'\n",
    "df_t5['day'] = 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>FIC301</th>\n",
       "      <th>FIC302</th>\n",
       "      <th>LI405</th>\n",
       "      <th>LI502</th>\n",
       "      <th>PT312</th>\n",
       "      <th>VC303</th>\n",
       "      <th>VC401</th>\n",
       "      <th>VC403</th>\n",
       "      <th>VC404</th>\n",
       "      <th>VC405</th>\n",
       "      <th>...</th>\n",
       "      <th>P_3phase</th>\n",
       "      <th>Air.Valve</th>\n",
       "      <th>Water.level</th>\n",
       "      <th>Water.coalescer</th>\n",
       "      <th>Water.level.valve</th>\n",
       "      <th>water.tank.level</th>\n",
       "      <th>Fault</th>\n",
       "      <th>day</th>\n",
       "      <th>LI505</th>\n",
       "      <th>Unnamed: 0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.005916</td>\n",
       "      <td>25.092310</td>\n",
       "      <td>62.243111</td>\n",
       "      <td>98.642677</td>\n",
       "      <td>2.257356</td>\n",
       "      <td>1.443121</td>\n",
       "      <td>Normal</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.006192</td>\n",
       "      <td>25.099390</td>\n",
       "      <td>62.235279</td>\n",
       "      <td>98.644371</td>\n",
       "      <td>2.278575</td>\n",
       "      <td>1.443152</td>\n",
       "      <td>Normal</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.006467</td>\n",
       "      <td>25.106461</td>\n",
       "      <td>62.227440</td>\n",
       "      <td>98.646057</td>\n",
       "      <td>2.299793</td>\n",
       "      <td>1.443183</td>\n",
       "      <td>Normal</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.006743</td>\n",
       "      <td>25.113529</td>\n",
       "      <td>62.219608</td>\n",
       "      <td>98.647758</td>\n",
       "      <td>2.321012</td>\n",
       "      <td>1.443214</td>\n",
       "      <td>Normal</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.006743</td>\n",
       "      <td>25.120600</td>\n",
       "      <td>62.262520</td>\n",
       "      <td>98.649452</td>\n",
       "      <td>2.399387</td>\n",
       "      <td>1.443244</td>\n",
       "      <td>Normal</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   FIC301  FIC302  LI405  LI502  PT312  VC303  VC401  VC403  VC404  VC405  \\\n",
       "0     0.0     0.0    1.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
       "1     0.0     0.0    1.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
       "2     0.0     0.0    1.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
       "3     0.0     0.0    1.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
       "4     0.0     0.0    1.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
       "\n",
       "   ...  P_3phase  Air.Valve  Water.level  Water.coalescer  Water.level.valve  \\\n",
       "0  ...  1.005916  25.092310    62.243111        98.642677           2.257356   \n",
       "1  ...  1.006192  25.099390    62.235279        98.644371           2.278575   \n",
       "2  ...  1.006467  25.106461    62.227440        98.646057           2.299793   \n",
       "3  ...  1.006743  25.113529    62.219608        98.647758           2.321012   \n",
       "4  ...  1.006743  25.120600    62.262520        98.649452           2.399387   \n",
       "\n",
       "   water.tank.level   Fault  day  LI505  Unnamed: 0  \n",
       "0          1.443121  Normal    2    NaN         NaN  \n",
       "1          1.443152  Normal    2    NaN         NaN  \n",
       "2          1.443183  Normal    2    NaN         NaN  \n",
       "3          1.443214  Normal    2    NaN         NaN  \n",
       "4          1.443244  Normal    2    NaN         NaN  \n",
       "\n",
       "[5 rows x 33 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.concat([df_t2, df_t3, df_t4, df_t5], axis=0, ignore_index=True)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['AirIn',\n",
       " 'Air.T',\n",
       " 'Air.P',\n",
       " 'WaterIn',\n",
       " 'Water.T',\n",
       " 'Water.Density',\n",
       " 'Mixture.zone.P',\n",
       " 'riser.outlet.P',\n",
       " 'P.topsep',\n",
       " 'FR.topsep.gas',\n",
       " 'FR.topsep.liquid',\n",
       " 'P_3phase',\n",
       " 'Air.Valve',\n",
       " 'Water.level',\n",
       " 'Water.coalescer',\n",
       " 'Water.level.valve',\n",
       " 'water.tank.level',\n",
       " 'Fault',\n",
       " 'day']"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "VARS = list(df.columns[12:-2])\n",
    "VARS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AirIn</th>\n",
       "      <th>Air.T</th>\n",
       "      <th>Air.P</th>\n",
       "      <th>WaterIn</th>\n",
       "      <th>Water.T</th>\n",
       "      <th>Water.Density</th>\n",
       "      <th>Mixture.zone.P</th>\n",
       "      <th>riser.outlet.P</th>\n",
       "      <th>P.topsep</th>\n",
       "      <th>FR.topsep.gas</th>\n",
       "      <th>FR.topsep.liquid</th>\n",
       "      <th>P_3phase</th>\n",
       "      <th>Air.Valve</th>\n",
       "      <th>Water.level</th>\n",
       "      <th>Water.coalescer</th>\n",
       "      <th>Water.level.valve</th>\n",
       "      <th>water.tank.level</th>\n",
       "      <th>Fault</th>\n",
       "      <th>day</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>121.053596</td>\n",
       "      <td>15.68166</td>\n",
       "      <td>1.301107</td>\n",
       "      <td>0.096309</td>\n",
       "      <td>23.748079</td>\n",
       "      <td>997.596497</td>\n",
       "      <td>1.240097</td>\n",
       "      <td>1.025907</td>\n",
       "      <td>1.027175</td>\n",
       "      <td>0.000491</td>\n",
       "      <td>0.064845</td>\n",
       "      <td>1.005916</td>\n",
       "      <td>25.092310</td>\n",
       "      <td>62.243111</td>\n",
       "      <td>98.642677</td>\n",
       "      <td>2.257356</td>\n",
       "      <td>1.443121</td>\n",
       "      <td>Normal</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>120.982101</td>\n",
       "      <td>15.68156</td>\n",
       "      <td>1.298735</td>\n",
       "      <td>0.096320</td>\n",
       "      <td>23.745350</td>\n",
       "      <td>997.596619</td>\n",
       "      <td>1.236252</td>\n",
       "      <td>1.027934</td>\n",
       "      <td>1.027277</td>\n",
       "      <td>0.000483</td>\n",
       "      <td>0.095639</td>\n",
       "      <td>1.006192</td>\n",
       "      <td>25.099390</td>\n",
       "      <td>62.235279</td>\n",
       "      <td>98.644371</td>\n",
       "      <td>2.278575</td>\n",
       "      <td>1.443152</td>\n",
       "      <td>Normal</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>120.864098</td>\n",
       "      <td>15.68147</td>\n",
       "      <td>1.296362</td>\n",
       "      <td>0.096331</td>\n",
       "      <td>23.742620</td>\n",
       "      <td>997.596619</td>\n",
       "      <td>1.240946</td>\n",
       "      <td>1.035563</td>\n",
       "      <td>1.028881</td>\n",
       "      <td>0.000476</td>\n",
       "      <td>0.095639</td>\n",
       "      <td>1.006467</td>\n",
       "      <td>25.106461</td>\n",
       "      <td>62.227440</td>\n",
       "      <td>98.646057</td>\n",
       "      <td>2.299793</td>\n",
       "      <td>1.443183</td>\n",
       "      <td>Normal</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>120.746002</td>\n",
       "      <td>15.68138</td>\n",
       "      <td>1.301659</td>\n",
       "      <td>0.096342</td>\n",
       "      <td>23.739889</td>\n",
       "      <td>997.596680</td>\n",
       "      <td>1.238252</td>\n",
       "      <td>1.030079</td>\n",
       "      <td>1.028640</td>\n",
       "      <td>0.000468</td>\n",
       "      <td>0.076789</td>\n",
       "      <td>1.006743</td>\n",
       "      <td>25.113529</td>\n",
       "      <td>62.219608</td>\n",
       "      <td>98.647758</td>\n",
       "      <td>2.321012</td>\n",
       "      <td>1.443214</td>\n",
       "      <td>Normal</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>120.627998</td>\n",
       "      <td>15.68129</td>\n",
       "      <td>1.299090</td>\n",
       "      <td>0.096354</td>\n",
       "      <td>23.737160</td>\n",
       "      <td>997.596680</td>\n",
       "      <td>1.231918</td>\n",
       "      <td>1.026742</td>\n",
       "      <td>1.028400</td>\n",
       "      <td>0.000461</td>\n",
       "      <td>0.076789</td>\n",
       "      <td>1.006743</td>\n",
       "      <td>25.120600</td>\n",
       "      <td>62.262520</td>\n",
       "      <td>98.649452</td>\n",
       "      <td>2.399387</td>\n",
       "      <td>1.443244</td>\n",
       "      <td>Normal</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        AirIn     Air.T     Air.P   WaterIn    Water.T  Water.Density  \\\n",
       "0  121.053596  15.68166  1.301107  0.096309  23.748079     997.596497   \n",
       "1  120.982101  15.68156  1.298735  0.096320  23.745350     997.596619   \n",
       "2  120.864098  15.68147  1.296362  0.096331  23.742620     997.596619   \n",
       "3  120.746002  15.68138  1.301659  0.096342  23.739889     997.596680   \n",
       "4  120.627998  15.68129  1.299090  0.096354  23.737160     997.596680   \n",
       "\n",
       "   Mixture.zone.P  riser.outlet.P  P.topsep  FR.topsep.gas  FR.topsep.liquid  \\\n",
       "0        1.240097        1.025907  1.027175       0.000491          0.064845   \n",
       "1        1.236252        1.027934  1.027277       0.000483          0.095639   \n",
       "2        1.240946        1.035563  1.028881       0.000476          0.095639   \n",
       "3        1.238252        1.030079  1.028640       0.000468          0.076789   \n",
       "4        1.231918        1.026742  1.028400       0.000461          0.076789   \n",
       "\n",
       "   P_3phase  Air.Valve  Water.level  Water.coalescer  Water.level.valve  \\\n",
       "0  1.005916  25.092310    62.243111        98.642677           2.257356   \n",
       "1  1.006192  25.099390    62.235279        98.644371           2.278575   \n",
       "2  1.006467  25.106461    62.227440        98.646057           2.299793   \n",
       "3  1.006743  25.113529    62.219608        98.647758           2.321012   \n",
       "4  1.006743  25.120600    62.262520        98.649452           2.399387   \n",
       "\n",
       "   water.tank.level   Fault  day  \n",
       "0          1.443121  Normal    2  \n",
       "1          1.443152  Normal    2  \n",
       "2          1.443183  Normal    2  \n",
       "3          1.443214  Normal    2  \n",
       "4          1.443244  Normal    2  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_selected = df[VARS]\n",
    "df_selected.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Fault', ylabel='count'>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x=\"Fault\", data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_995064/3829740834.py:6: UserWarning: When passing multiple axes, layout keyword is ignored.\n",
      "  df_fault[::10].plot(subplots=True, ax=ax, color=color, legend=False, layout=(6, 3))\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1000 with 18 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df_selected[::5].plot(subplots=True, figsize=(20, 10), color='tab:blue', layout=(6, 3))\n",
    "\n",
    "def plot_fault(df, fault, ax, color='tab:red'):\n",
    "    df_fault = df.copy()\n",
    "    df_fault[df_fault['Fault'] != fault] = np.nan\n",
    "    df_fault[::10].plot(subplots=True, ax=ax, color=color, legend=False, layout=(6, 3))\n",
    "\n",
    "plot_fault(df_selected, 'Air blockage', ax, color='tab:red')\n",
    "plot_fault(df_selected, 'Air leakage', ax, color='tab:orange')\n",
    "plot_fault(df_selected, 'Diverted flow', ax, color='tab:pink')\n",
    "plot_fault(df_selected, 'Slugging', ax, color='tab:purple')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Water.Density', 'water.tank.level']"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# find the column containing nan value in df_normal\n",
    "MISSING_COLS = df_selected.columns[df_selected.isna().any()].tolist()\n",
    "MISSING_COLS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# drop the columns containing nan value in df_selected\n",
    "df_selected = df_selected.drop(MISSING_COLS, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get all normal data\n",
    "df_normal = df_selected[df_selected.Fault == 'Normal']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get_all air leakage data\n",
    "df_air_leakage = df_selected[df_selected.Fault == 'Air leakage']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get all air blockage data\n",
    "df_air_blockage = df_selected[df_selected.Fault == 'Air blockage']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# all faults \n",
    "df_faults = df_selected[df_selected.Fault != 'Normal']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x7f4e88a546d0>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot all Slugging Faults\n",
    "df_slugging = df_selected[df_selected.Fault == 'Slugging']\n",
    "\n",
    "ax = df_slugging.plot(y=['AirIn', 'WaterIn'], secondary_y=['WaterIn'], figsize=(8, 2))\n",
    "\n",
    "# draw horizontal line at 120\n",
    "ax.axhline(y=120, color='k', linestyle='-')\n",
    "ax.axhline(y=150, color='k', linestyle='-')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_diverted_flow = df_selected[df_selected.Fault == 'Diverted flow']\n",
    "df_diverted_flow.to_csv(f\"{DATA_FOLDER}/diverted_flow.csv\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "SAVE = False\n",
    "\n",
    "\n",
    "if SAVE:\n",
    "    # write out all data\n",
    "    df_normal.to_csv(f\"{DATA_FOLDER}/normal.csv\", index=False)\n",
    "    df_air_leakage.to_csv(f\"{DATA_FOLDER}/air_leakage.csv\", index=False)\n",
    "    df_air_blockage.to_csv(f\"{DATA_FOLDER}/air_blockage.csv\", index=False)\n",
    "    df_faults.to_csv(f\"{DATA_FOLDER}/faults.csv\", index=False)\n",
    "    df_slugging.to_csv(f\"{DATA_FOLDER}/slugging.csv\", index=False)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "python3.9-torch1.12.1",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.16"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
